Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 3613 |
| Missing cells | 2807 |
| Missing cells (%) | 6.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 338.8 KiB |
| Average record size in memory | 96.0 B |
Variable types
| NUM | 11 |
|---|---|
| CAT | 1 |
country has a high cardinality: 178 distinct values | High cardinality |
basic_sanitation_access_percent has 498 (13.8%) missing values | Missing |
suicide_per_100000_people has 2309 (63.9%) missing values | Missing |
Reproduction
| Analysis started | 2022-03-29 18:18:14.734344 |
|---|---|
| Analysis finished | 2022-03-29 18:18:31.906927 |
| Duration | 17.17 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 178 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 28.2 KiB |
| Singapore | 27 |
|---|---|
| Croatia | 27 |
| Netherlands | 27 |
| Sweden | 27 |
| Malta | 27 |
| Other values (173) |
| Value | Count | Frequency (%) | |
| Singapore | 27 | 0.7% | |
| Croatia | 27 | 0.7% | |
| Netherlands | 27 | 0.7% | |
| Sweden | 27 | 0.7% | |
| Malta | 27 | 0.7% | |
| Slovenia | 27 | 0.7% | |
| Ukraine | 27 | 0.7% | |
| Norway | 27 | 0.7% | |
| Estonia | 27 | 0.7% | |
| Portugal | 27 | 0.7% | |
| Other values (168) | 3343 | 92.5% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 30 |
|---|---|
| Median length | 7 |
| Mean length | 8.367284805 |
| Min length | 3 |
year
Real number (ℝ≥0)
| Distinct | 27 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2005.762801 |
|---|---|
| Minimum | 1990 |
| Maximum | 2016 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 28.2 KiB |
Quantile statistics
| Minimum | 1990 |
|---|---|
| 5-th percentile | 1993 |
| Q1 | 2001 |
| median | 2006 |
| Q3 | 2011 |
| 95-th percentile | 2015 |
| Maximum | 2016 |
| Range | 26 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 6.781467002 |
|---|---|
| Coefficient of variation (CV) | 0.00338099151 |
| Kurtosis | -0.6258460842 |
| Mean | 2005.762801 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.4129609357 |
| Sum | 7246821 |
| Variance | 45.9882947 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2014 | 178 | 4.9% | |
| 2013 | 178 | 4.9% | |
| 2011 | 178 | 4.9% | |
| 2010 | 178 | 4.9% | |
| 2012 | 178 | 4.9% | |
| 2015 | 177 | 4.9% | |
| 2009 | 177 | 4.9% | |
| 2007 | 176 | 4.9% | |
| 2006 | 176 | 4.9% | |
| 2008 | 176 | 4.9% | |
| Other values (17) | 1841 | 51.0% |
| Value | Count | Frequency (%) | |
| 1990 | 54 | 1.5% | |
| 1991 | 57 | 1.6% | |
| 1992 | 60 | 1.7% | |
| 1993 | 59 | 1.6% | |
| 1994 | 57 | 1.6% |
| Value | Count | Frequency (%) | |
| 2016 | 174 | 4.8% | |
| 2015 | 177 | 4.9% | |
| 2014 | 178 | 4.9% | |
| 2013 | 178 | 4.9% | |
| 2012 | 178 | 4.9% |
| Distinct | 846 |
|---|---|
| Distinct (%) | 27.2% |
| Missing | 498 |
| Missing (%) | 13.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.64791332 |
|---|---|
| Minimum | 3.4 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 28.2 KiB |
Quantile statistics
| Minimum | 3.4 |
|---|---|
| 5-th percentile | 13.17 |
| Q1 | 44.05 |
| median | 85.6 |
| Q3 | 97.6 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 96.6 |
| Interquartile range (IQR) | 53.55 |
Descriptive statistics
| Standard deviation | 30.77317561 |
|---|---|
| Coefficient of variation (CV) | 0.4355850607 |
| Kurtosis | -0.9446136345 |
| Mean | 70.64791332 |
| Median Absolute Deviation (MAD) | 13.9 |
| Skewness | -0.7549232893 |
| Sum | 220068.25 |
| Variance | 946.9883374 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 100 | 213 | 5.9% | |
| 99.1 | 62 | 1.7% | |
| 99.9 | 57 | 1.6% | |
| 98.8 | 36 | 1.0% | |
| 99.6 | 33 | 0.9% | |
| 99.4 | 30 | 0.8% | |
| 97.9 | 29 | 0.8% | |
| 98 | 28 | 0.8% | |
| 99.5 | 28 | 0.8% | |
| 98.1 | 27 | 0.7% | |
| Other values (836) | 2572 | 71.2% | |
| (Missing) | 498 | 13.8% |
| Value | Count | Frequency (%) | |
| 3.4 | 1 | < 0.1% | |
| 3.64 | 1 | < 0.1% | |
| 3.88 | 1 | < 0.1% | |
| 4.11 | 1 | < 0.1% | |
| 4.32 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 100 | 213 | 5.9% | |
| 99.9 | 57 | 1.6% | |
| 99.8 | 10 | 0.3% | |
| 99.7 | 11 | 0.3% | |
| 99.6 | 33 | 0.9% |
child_mortality_0_5_year_olds_dying_per_1000_born
Real number (ℝ≥0)
| Distinct | 1393 |
|---|---|
| Distinct (%) | 38.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.84452809 |
|---|---|
| Minimum | 1.85 |
| Maximum | 234 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 28.2 KiB |
Quantile statistics
| Minimum | 1.85 |
|---|---|
| 5-th percentile | 3.78 |
| Q1 | 7.94 |
| median | 19.5 |
| Q3 | 55.4 |
| 95-th percentile | 128 |
| Maximum | 234 |
| Range | 232.15 |
| Interquartile range (IQR) | 47.46 |
Descriptive statistics
| Standard deviation | 41.62014388 |
|---|---|
| Coefficient of variation (CV) | 1.099766491 |
| Kurtosis | 1.981740859 |
| Mean | 37.84452809 |
| Median Absolute Deviation (MAD) | 13.91 |
| Skewness | 1.573217287 |
| Sum | 136732.28 |
| Variance | 1732.236376 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 101 | 15 | 0.4% | |
| 11.2 | 13 | 0.4% | |
| 15.7 | 13 | 0.4% | |
| 17.6 | 12 | 0.3% | |
| 107 | 12 | 0.3% | |
| 16.7 | 12 | 0.3% | |
| 10.9 | 12 | 0.3% | |
| 10.2 | 12 | 0.3% | |
| 10.6 | 12 | 0.3% | |
| 19.2 | 11 | 0.3% | |
| Other values (1383) | 3489 | 96.6% |
| Value | Count | Frequency (%) | |
| 1.85 | 1 | < 0.1% | |
| 2.02 | 1 | < 0.1% | |
| 2.03 | 1 | < 0.1% | |
| 2.1 | 1 | < 0.1% | |
| 2.15 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 234 | 1 | < 0.1% | |
| 229 | 1 | < 0.1% | |
| 226 | 1 | < 0.1% | |
| 223 | 1 | < 0.1% | |
| 217 | 2 | 0.1% |
children_per_woman_total_fertility
Real number (ℝ≥0)
| Distinct | 594 |
|---|---|
| Distinct (%) | 16.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.847794077 |
|---|---|
| Minimum | 0.95 |
| Maximum | 7.68 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 28.2 KiB |
Quantile statistics
| Minimum | 0.95 |
|---|---|
| 5-th percentile | 1.3 |
| Q1 | 1.66 |
| median | 2.29 |
| Q3 | 3.78 |
| 95-th percentile | 5.88 |
| Maximum | 7.68 |
| Range | 6.73 |
| Interquartile range (IQR) | 2.12 |
Descriptive statistics
| Standard deviation | 1.5214474 |
|---|---|
| Coefficient of variation (CV) | 0.5342547106 |
| Kurtosis | 0.05269051893 |
| Mean | 2.847794077 |
| Median Absolute Deviation (MAD) | 0.77 |
| Skewness | 1.039316331 |
| Sum | 10289.08 |
| Variance | 2.314802192 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1.34 | 27 | 0.7% | |
| 1.47 | 27 | 0.7% | |
| 1.31 | 26 | 0.7% | |
| 1.58 | 26 | 0.7% | |
| 1.38 | 26 | 0.7% | |
| 1.6 | 26 | 0.7% | |
| 1.72 | 26 | 0.7% | |
| 1.8 | 25 | 0.7% | |
| 1.98 | 25 | 0.7% | |
| 1.73 | 24 | 0.7% | |
| Other values (584) | 3355 | 92.9% |
| Value | Count | Frequency (%) | |
| 0.95 | 1 | < 0.1% | |
| 0.96 | 2 | 0.1% | |
| 0.97 | 2 | 0.1% | |
| 0.98 | 1 | < 0.1% | |
| 0.99 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7.68 | 1 | < 0.1% | |
| 7.67 | 1 | < 0.1% | |
| 7.66 | 1 | < 0.1% | |
| 7.64 | 1 | < 0.1% | |
| 7.63 | 1 | < 0.1% |
co2_emissions_tonnes_per_person
Real number (ℝ≥0)
| Distinct | 1664 |
|---|---|
| Distinct (%) | 46.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.228570662 |
|---|---|
| Minimum | 0.0159 |
| Maximum | 67.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 28.2 KiB |
Quantile statistics
| Minimum | 0.0159 |
|---|---|
| 5-th percentile | 0.09474 |
| Q1 | 0.752 |
| median | 2.99 |
| Q3 | 7.72 |
| 95-th percentile | 17.64 |
| Maximum | 67.1 |
| Range | 67.0841 |
| Interquartile range (IQR) | 6.968 |
Descriptive statistics
| Standard deviation | 6.591078883 |
|---|---|
| Coefficient of variation (CV) | 1.260589042 |
| Kurtosis | 14.68597445 |
| Mean | 5.228570662 |
| Median Absolute Deviation (MAD) | 2.708 |
| Skewness | 2.964992556 |
| Sum | 18890.8258 |
| Variance | 43.44232085 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 11.2 | 16 | 0.4% | |
| 10.1 | 15 | 0.4% | |
| 10.3 | 15 | 0.4% | |
| 11.3 | 13 | 0.4% | |
| 1.04 | 13 | 0.4% | |
| 10.5 | 12 | 0.3% | |
| 11 | 12 | 0.3% | |
| 1.01 | 12 | 0.3% | |
| 1.18 | 11 | 0.3% | |
| 1.11 | 10 | 0.3% | |
| Other values (1654) | 3484 | 96.4% |
| Value | Count | Frequency (%) | |
| 0.0159 | 1 | < 0.1% | |
| 0.0171 | 1 | < 0.1% | |
| 0.019 | 1 | < 0.1% | |
| 0.0202 | 1 | < 0.1% | |
| 0.0209 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 67.1 | 1 | < 0.1% | |
| 63.6 | 1 | < 0.1% | |
| 61.8 | 1 | < 0.1% | |
| 60.6 | 1 | < 0.1% | |
| 58.6 | 1 | < 0.1% |
employment_rate_percent
Real number (ℝ≥0)
| Distinct | 530 |
|---|---|
| Distinct (%) | 14.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.09092167 |
|---|---|
| Minimum | 28.9 |
| Maximum | 87.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 28.2 KiB |
Quantile statistics
| Minimum | 28.9 |
|---|---|
| 5-th percentile | 39.4 |
| Q1 | 49.9 |
| median | 57.1 |
| Q3 | 63.2 |
| 95-th percentile | 77.64 |
| Maximum | 87.8 |
| Range | 58.9 |
| Interquartile range (IQR) | 13.3 |
Descriptive statistics
| Standard deviation | 11.02380242 |
|---|---|
| Coefficient of variation (CV) | 0.1930920381 |
| Kurtosis | -0.04917632953 |
| Mean | 57.09092167 |
| Median Absolute Deviation (MAD) | 6.6 |
| Skewness | 0.2012949482 |
| Sum | 206269.5 |
| Variance | 121.5242199 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 58.2 | 28 | 0.8% | |
| 58 | 27 | 0.7% | |
| 60 | 23 | 0.6% | |
| 52.6 | 22 | 0.6% | |
| 55.1 | 22 | 0.6% | |
| 59.2 | 22 | 0.6% | |
| 59.4 | 22 | 0.6% | |
| 58.8 | 22 | 0.6% | |
| 57.4 | 21 | 0.6% | |
| 56.5 | 21 | 0.6% | |
| Other values (520) | 3383 | 93.6% |
| Value | Count | Frequency (%) | |
| 28.9 | 2 | 0.1% | |
| 29.2 | 1 | < 0.1% | |
| 29.3 | 2 | 0.1% | |
| 29.4 | 1 | < 0.1% | |
| 29.6 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 87.8 | 1 | < 0.1% | |
| 87.4 | 1 | < 0.1% | |
| 87.1 | 1 | < 0.1% | |
| 87 | 1 | < 0.1% | |
| 86.8 | 1 | < 0.1% |
hdi
Real number (ℝ≥0)
| Distinct | 639 |
|---|---|
| Distinct (%) | 17.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6813606421 |
|---|---|
| Minimum | 0.253 |
| Maximum | 0.953 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 28.2 KiB |
Quantile statistics
| Minimum | 0.253 |
|---|---|
| 5-th percentile | 0.403 |
| Q1 | 0.565 |
| median | 0.705 |
| Q3 | 0.806 |
| 95-th percentile | 0.902 |
| Maximum | 0.953 |
| Range | 0.7 |
| Interquartile range (IQR) | 0.241 |
Descriptive statistics
| Standard deviation | 0.158158554 |
|---|---|
| Coefficient of variation (CV) | 0.2321216464 |
| Kurtosis | -0.7196891619 |
| Mean | 0.6813606421 |
| Median Absolute Deviation (MAD) | 0.115 |
| Skewness | -0.4487690133 |
| Sum | 2461.756 |
| Variance | 0.02501412821 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.899 | 20 | 0.6% | |
| 0.724 | 17 | 0.5% | |
| 0.681 | 16 | 0.4% | |
| 0.72 | 16 | 0.4% | |
| 0.767 | 15 | 0.4% | |
| 0.728 | 15 | 0.4% | |
| 0.666 | 15 | 0.4% | |
| 0.835 | 14 | 0.4% | |
| 0.702 | 14 | 0.4% | |
| 0.8 | 14 | 0.4% | |
| Other values (629) | 3457 | 95.7% |
| Value | Count | Frequency (%) | |
| 0.253 | 1 | < 0.1% | |
| 0.259 | 1 | < 0.1% | |
| 0.263 | 1 | < 0.1% | |
| 0.268 | 1 | < 0.1% | |
| 0.276 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.953 | 1 | < 0.1% | |
| 0.951 | 1 | < 0.1% | |
| 0.948 | 1 | < 0.1% | |
| 0.946 | 1 | < 0.1% | |
| 0.945 | 1 | < 0.1% |
income_per_person_gdppercapita_ppp_inflation_adjusted
Real number (ℝ≥0)
| Distinct | 1317 |
|---|---|
| Distinct (%) | 36.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18668.31414 |
|---|---|
| Minimum | 563 |
| Maximum | 115000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 28.2 KiB |
Quantile statistics
| Minimum | 563 |
|---|---|
| 5-th percentile | 1356 |
| Q1 | 4160 |
| median | 11500 |
| Q3 | 29000 |
| 95-th percentile | 54340 |
| Maximum | 115000 |
| Range | 114437 |
| Interquartile range (IQR) | 24840 |
Descriptive statistics
| Standard deviation | 19098.43275 |
|---|---|
| Coefficient of variation (CV) | 1.023040035 |
| Kurtosis | 2.912245621 |
| Mean | 18668.31414 |
| Median Absolute Deviation (MAD) | 8630 |
| Skewness | 1.600439221 |
| Sum | 67448619 |
| Variance | 364750133.5 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 11900 | 19 | 0.5% | |
| 10300 | 18 | 0.5% | |
| 11000 | 18 | 0.5% | |
| 10500 | 18 | 0.5% | |
| 10600 | 17 | 0.5% | |
| 11700 | 17 | 0.5% | |
| 11300 | 16 | 0.4% | |
| 10100 | 15 | 0.4% | |
| 11800 | 14 | 0.4% | |
| 10400 | 13 | 0.4% | |
| Other values (1307) | 3448 | 95.4% |
| Value | Count | Frequency (%) | |
| 563 | 1 | < 0.1% | |
| 578 | 1 | < 0.1% | |
| 631 | 1 | < 0.1% | |
| 687 | 1 | < 0.1% | |
| 715 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 115000 | 1 | < 0.1% | |
| 113000 | 2 | 0.1% | |
| 112000 | 1 | < 0.1% | |
| 111000 | 1 | < 0.1% | |
| 109000 | 1 | < 0.1% |
life_expectancy
Real number (ℝ≥0)
| Distinct | 386 |
|---|---|
| Distinct (%) | 10.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.63243842 |
|---|---|
| Minimum | 32.5 |
| Maximum | 84.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 28.2 KiB |
Quantile statistics
| Minimum | 32.5 |
|---|---|
| 5-th percentile | 54.4 |
| Q1 | 65.5 |
| median | 72.6 |
| Q3 | 77 |
| 95-th percentile | 81.5 |
| Maximum | 84.7 |
| Range | 52.2 |
| Interquartile range (IQR) | 11.5 |
Descriptive statistics
| Standard deviation | 8.461934475 |
|---|---|
| Coefficient of variation (CV) | 0.1198023835 |
| Kurtosis | 0.2199454916 |
| Mean | 70.63243842 |
| Median Absolute Deviation (MAD) | 5.3 |
| Skewness | -0.8423724842 |
| Sum | 255195 |
| Variance | 71.60433505 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 75.5 | 32 | 0.9% | |
| 75 | 27 | 0.7% | |
| 76.8 | 27 | 0.7% | |
| 76.3 | 26 | 0.7% | |
| 78 | 26 | 0.7% | |
| 77.8 | 26 | 0.7% | |
| 75.3 | 26 | 0.7% | |
| 76.5 | 25 | 0.7% | |
| 74.7 | 25 | 0.7% | |
| 76 | 25 | 0.7% | |
| Other values (376) | 3348 | 92.7% |
| Value | Count | Frequency (%) | |
| 32.5 | 1 | < 0.1% | |
| 43.1 | 1 | < 0.1% | |
| 43.3 | 1 | < 0.1% | |
| 43.8 | 1 | < 0.1% | |
| 43.9 | 3 | 0.1% |
| Value | Count | Frequency (%) | |
| 84.7 | 2 | 0.1% | |
| 84.5 | 1 | < 0.1% | |
| 84.4 | 1 | < 0.1% | |
| 84.3 | 1 | < 0.1% | |
| 84.1 | 3 | 0.1% |
population_total
Real number (ℝ≥0)
| Distinct | 1760 |
|---|---|
| Distinct (%) | 48.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36691358.18 |
|---|---|
| Minimum | 98000 |
| Maximum | 1420000000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 28.2 KiB |
Quantile statistics
| Minimum | 98000 |
|---|---|
| 5-th percentile | 333200 |
| Q1 | 3110000 |
| median | 8680000 |
| Q3 | 26500000 |
| 95-th percentile | 128000000 |
| Maximum | 1420000000 |
| Range | 1419902000 |
| Interquartile range (IQR) | 23390000 |
Descriptive statistics
| Standard deviation | 132341540.4 |
|---|---|
| Coefficient of variation (CV) | 3.606885845 |
| Kurtosis | 78.20505012 |
| Mean | 36691358.18 |
| Median Absolute Deviation (MAD) | 7320000 |
| Skewness | 8.542734314 |
| Sum | 1.325658771e+11 |
| Variance | 1.751428333e+16 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 10300000 | 28 | 0.8% | |
| 10400000 | 25 | 0.7% | |
| 10500000 | 19 | 0.5% | |
| 10600000 | 19 | 0.5% | |
| 11200000 | 19 | 0.5% | |
| 10200000 | 18 | 0.5% | |
| 128000000 | 16 | 0.4% | |
| 1990000 | 16 | 0.4% | |
| 11300000 | 15 | 0.4% | |
| 5400000 | 15 | 0.4% | |
| Other values (1750) | 3423 | 94.7% |
| Value | Count | Frequency (%) | |
| 98000 | 1 | < 0.1% | |
| 98500 | 1 | < 0.1% | |
| 99000 | 1 | < 0.1% | |
| 99600 | 1 | < 0.1% | |
| 100000 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1420000000 | 1 | < 0.1% | |
| 1410000000 | 2 | 0.1% | |
| 1400000000 | 1 | < 0.1% | |
| 1390000000 | 1 | < 0.1% | |
| 1380000000 | 2 | 0.1% |
| Distinct | 620 |
|---|---|
| Distinct (%) | 47.5% |
| Missing | 2309 |
| Missing (%) | 63.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.84534363 |
|---|---|
| Minimum | 0.0454 |
| Maximum | 44.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 28.2 KiB |
Quantile statistics
| Minimum | 0.0454 |
|---|---|
| 5-th percentile | 1.749 |
| Q1 | 6.555 |
| median | 10.9 |
| Q3 | 14.8 |
| 95-th percentile | 26.985 |
| Maximum | 44.3 |
| Range | 44.2546 |
| Interquartile range (IQR) | 8.245 |
Descriptive statistics
| Standard deviation | 7.573063358 |
|---|---|
| Coefficient of variation (CV) | 0.6393282957 |
| Kurtosis | 2.208666907 |
| Mean | 11.84534363 |
| Median Absolute Deviation (MAD) | 4.235 |
| Skewness | 1.242623266 |
| Sum | 15446.3281 |
| Variance | 57.35128862 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 11.4 | 16 | 0.4% | |
| 10.7 | 15 | 0.4% | |
| 10.8 | 14 | 0.4% | |
| 13.6 | 14 | 0.4% | |
| 11.3 | 14 | 0.4% | |
| 13.7 | 14 | 0.4% | |
| 13 | 14 | 0.4% | |
| 13.1 | 13 | 0.4% | |
| 12.2 | 13 | 0.4% | |
| 11.2 | 13 | 0.4% | |
| Other values (610) | 1164 | 32.2% | |
| (Missing) | 2309 | 63.9% |
| Value | Count | Frequency (%) | |
| 0.0454 | 1 | < 0.1% | |
| 0.0578 | 1 | < 0.1% | |
| 0.0628 | 1 | < 0.1% | |
| 0.0669 | 1 | < 0.1% | |
| 0.0684 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 44.3 | 1 | < 0.1% | |
| 43.6 | 1 | < 0.1% | |
| 43.2 | 1 | < 0.1% | |
| 42.5 | 1 | < 0.1% | |
| 42.4 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| country | year | basic_sanitation_access_percent | child_mortality_0_5_year_olds_dying_per_1000_born | children_per_woman_total_fertility | co2_emissions_tonnes_per_person | employment_rate_percent | hdi | income_per_person_gdppercapita_ppp_inflation_adjusted | life_expectancy | population_total | suicide_per_100000_people | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Afghanistan | 1999 | 23.5 | 129.0 | 7.49 | 0.0370 | 45.9 | 0.345 | 578 | 54.7 | 20800000 | NaN |
| 1 | Afghanistan | 2000 | 23.5 | 125.0 | 7.39 | 0.0376 | 45.9 | 0.347 | 563 | 54.8 | 21600000 | NaN |
| 2 | Afghanistan | 2001 | 24.6 | 121.0 | 7.27 | 0.0471 | 47.7 | 0.378 | 1190 | 55.5 | 22600000 | NaN |
| 3 | Afghanistan | 2002 | 25.8 | 117.0 | 7.14 | 0.0509 | 47.9 | 0.387 | 1240 | 56.5 | 23700000 | NaN |
| 4 | Afghanistan | 2003 | 26.9 | 113.0 | 6.99 | 0.0368 | 47.5 | 0.400 | 1200 | 57.1 | 24700000 | NaN |
| 5 | Afghanistan | 2004 | 28.0 | 109.0 | 6.83 | 0.0515 | 48.5 | 0.410 | 1290 | 57.6 | 25700000 | NaN |
| 6 | Afghanistan | 2005 | 29.2 | 104.0 | 6.65 | 0.0622 | 47.9 | 0.419 | 1320 | 58.0 | 26400000 | NaN |
| 7 | Afghanistan | 2006 | 30.4 | 100.0 | 6.46 | 0.0838 | 48.2 | 0.431 | 1460 | 58.5 | 27100000 | NaN |
| 8 | Afghanistan | 2007 | 31.7 | 96.0 | 6.25 | 0.1520 | 47.4 | 0.436 | 1480 | 59.2 | 27700000 | NaN |
| 9 | Afghanistan | 2008 | 32.9 | 91.9 | 6.04 | 0.2380 | 48.3 | 0.447 | 1760 | 59.9 | 28400000 | NaN |
Last rows
| country | year | basic_sanitation_access_percent | child_mortality_0_5_year_olds_dying_per_1000_born | children_per_woman_total_fertility | co2_emissions_tonnes_per_person | employment_rate_percent | hdi | income_per_person_gdppercapita_ppp_inflation_adjusted | life_expectancy | population_total | suicide_per_100000_people | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3603 | Zimbabwe | 2007 | 42.5 | 97.0 | 4.01 | 0.624 | 78.6 | 0.432 | 1740 | 48.9 | 12400000 | NaN |
| 3604 | Zimbabwe | 2008 | 41.8 | 92.7 | 4.02 | 0.441 | 78.4 | 0.448 | 1930 | 50.2 | 12500000 | NaN |
| 3605 | Zimbabwe | 2009 | 41.1 | 86.3 | 4.03 | 0.607 | 78.3 | 0.472 | 2270 | 52.3 | 12700000 | NaN |
| 3606 | Zimbabwe | 2010 | 40.3 | 79.0 | 4.02 | 0.737 | 78.3 | 0.490 | 2560 | 54.4 | 12900000 | NaN |
| 3607 | Zimbabwe | 2011 | 39.6 | 69.8 | 4.00 | 0.587 | 78.5 | 0.516 | 2930 | 56.0 | 13100000 | NaN |
| 3608 | Zimbabwe | 2012 | 38.9 | 62.3 | 3.96 | 0.872 | 78.7 | 0.527 | 2940 | 57.2 | 13400000 | NaN |
| 3609 | Zimbabwe | 2013 | 38.3 | 57.5 | 3.90 | 0.881 | 78.9 | 0.537 | 2960 | 58.0 | 13600000 | NaN |
| 3610 | Zimbabwe | 2014 | 37.6 | 54.3 | 3.84 | 0.881 | 79.0 | 0.544 | 2960 | 58.6 | 13800000 | NaN |
| 3611 | Zimbabwe | 2015 | 36.9 | 50.4 | 3.76 | 0.771 | 79.1 | 0.549 | 2940 | 59.2 | 14000000 | NaN |
| 3612 | Zimbabwe | 2016 | 36.2 | 49.3 | 3.68 | 0.845 | 79.4 | 0.553 | 3030 | 59.9 | 14200000 | NaN |